{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# seaborn.relplot() 关系类图\n",
    "\n",
    "解读：\n",
    "\n",
    "关系类图，它是散点图scatterplot()和折线图lineplot()的接口，散点图和折线图均可通过指定kind参数来绘制。\n",
    "\n",
    "注意：数据一定是通过DataFrame中传送的\n",
    "\n",
    "函数原型："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "seaborn.relplot(x=None, y=None, hue=None, size=None, \n",
    "                style=None, data=None, row=None, col=None,\n",
    "                col_wrap=None, row_order=None, col_order=None, \n",
    "                palette=None, hue_order=None, hue_norm=None, \n",
    "                sizes=None, size_order=None, size_norm=None, \n",
    "                markers=None, dashes=None, style_order=None, \n",
    "                legend='brief', kind='scatter', height=5, \n",
    "                aspect=1, facet_kws=None, **kwargs)\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "参数解读：  \n",
    "必须的参数x,y,data  \n",
    "其他参数均为可选；\n",
    "\n",
    "x,y：数据中变量的名称;\n",
    "\n",
    "data:是DataFrame类型的;\n",
    "\n",
    "<font color=red>可选：下面均为可选</font>  \n",
    "\n",
    "hue:数据中的名称\n",
    "\n",
    "对将生成具有不同颜色的元素的变量进行分组。可以是分类或数字.\n",
    "\n",
    "row，col：数据中变量的名称\n",
    "\n",
    "分类变量将决定网格的分面。\n",
    "\n",
    "col_wrap：int\n",
    "\n",
    "这个变量设置可以将多列包装以多行的形式展现(有时太多列展现，不便利)，但不可以将多行以多列的形式展现。\n",
    "\n",
    "size：数据中的名称\n",
    "\n",
    "根据指定的名称(列名)，根据该列中的数据值的大小生成具有不同大小的效果。可以是分类或数字。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   total_bill   tip     sex smoker  day    time  size\n",
      "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
      "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
      "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
      "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
      "4       24.59  3.61  Female     No  Sun  Dinner     4\n",
      "5       25.29  4.71    Male     No  Sun  Dinner     4\n",
      "6        8.77  2.00    Male     No  Sun  Dinner     2\n",
      "7       26.88  3.12    Male     No  Sun  Dinner     4\n",
      "8       15.04  1.96    Male     No  Sun  Dinner     2\n",
      "9       14.78  3.23    Male     No  Sun  Dinner     2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 422.35x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "#构建数据\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "print(tips[:10])\n",
    "\"\"\"\n",
    "案例1：基本的散点图\n",
    "\"\"\"\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue='day',data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 782.35x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "#构建数据\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "# 根据设置列明作为不同类别，绘制多多列数据图\n",
    "\"\"\"\n",
    "案例1：\n",
    "设置col=列的名称  则根据列的类别展示数据(该列的值有多少种，则将图以多少列显示)\n",
    "\"\"\"\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\",hue=\"day\", col=\"time\", data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 422.35x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "#构建数据\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "# 根据设置的列名作为类别名，绘制多行数据图\n",
    "\"\"\"\n",
    "案例3：\n",
    "设置row=列的名称  则根据列的类别展示数据(该列的值有多少种，则将图以多少行显示)\n",
    "\"\"\"\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\",hue=\"day\", row=\"sex\", data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e91ba0da90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 782.35x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "#构建数据\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例4：布局\n",
    "如果同时设置了col和row,相同的row在同一行，相同的col在同一列，效果如下\n",
    "\"\"\"\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\",hue=\"day\",col=\"time\", row=\"sex\", data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e91be21a58>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792.225x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "#构建数据\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\"\"\"\n",
    "案例5：布局\n",
    "通过设置col_wrap 将多列数据以多行的形式展示\n",
    "\"\"\"\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"time\",col=\"day\", col_wrap=2, data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792.225x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"ticks\")\n",
    "#构建数据\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "sns.relplot(x=\"total_bill\", y=\"tip\", hue=\"time\", size=\"size\",\n",
    "             palette=[\"b\", \"r\"], sizes=(10, 100),\n",
    "             col=\"time\", data=tips)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "整理制作：数据挖掘分析可视化学研社：\n",
    "\n",
    "<div>\n",
    "<table align=\"left\" border=\"1\" bordercolor=\"#000000\">\n",
    "    <div>\n",
    "    <tr>\n",
    "        <td>\n",
    "            微信公众号：数据挖掘分析可视化学研社<br>\n",
    "            <img src=\"../image/visual.jpg\" width=\"150\" height=\"150\" align=\"left\"/>    \n",
    "        </td>\n",
    "    </tr>\n",
    "    </div>\n",
    "    <div>\n",
    "     <tr>\n",
    "        <td>\n",
    "        配置环境：python 3.4+  \n",
    "        </td>\n",
    "    </tr>\n",
    "        </div>\n",
    "</table>\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
